Tissue cytometry may provide the methodological basis for next-generation digital pathology, which is the state-of-the-art technology to use and constitutes an enabling factor for precision medicine in clinics as well as in research. Within this review, we are going one step further by addressing the concepts of next-generation digital pathology using imaging-based tissue cytometry, in combination with multiplexing and RNA ISH technologies, as an emerging and central method within precision diagnostics, and discussing various applications.

| Cancer Type | Markers | Scanner/Microscope | Quantification System | Reference |
|---|---|---|---|---|
| Breast cancer | CD4, CD8, Foxp3 | Olympus BX51 (Olympus, Tokyo, Japan) | UTHSCSA Image Tool (University of Texas Health Science Center at San Antonio, San Antonio, TX, USA) | [102] |
| Breast cancer | CD4, CD8, CD3, CD20, FOXP3, CD68 | Leica SCN400 F (Leica Biosystems Inc., Richmond, IL, USA) | ImageJ software (NIH, Bethesda, MD, USA) | [103] |
| Breast cancer | PD-L1 | Aperio AT2 Scanner (Leica Biosystems Inc., Richmond, IL, USA) | QuPath (University of Edinburgh, Edinburgh, UK) | [104] |
| Breast cancer | CD8 | ScanScope XT (Aperio Technologies, Vista, CA, USA) | HALO (Indica Labs, Albuquerque, NM, USA) | [105] |
| Breast cancer | CD3, CD20, Foxp3 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan); Panoramic 250 Flash (3Dhistech, Budapest, Hungary) | ImageJ software (NIH, Bethesda, MD, USA) | [106] |
| Breast cancer | CD3, CD8, CD20 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | ImageJ software (NIH, Bethesda, MD, USA) | [107] |
| Breast cancer | CD4, CD68, CD8, FOXP3, PD-L1 | Vectra 3 (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [108] |
| Breast cancer | CD4, CD8, FOXP3, CD20, CD33, PD-1 | Vectra 3 (Akoya Biosciences, Marlborough, MA, USA) | inForm (Akoya, Marlborough, MA, USA) | [109] |
| CRC | CD3, CD8 | n.s. | Developer XD (Definiens, Munich, Germany) | [101] |
| CRC | CD3, CD8 | VENTANA iScan HT (Roche, Basel, Switzerland) | automated image analysis algorithm | [110] |
| CRC | CD8 | Aperio XT Scanner (Leica Biosystems Inc., Richmond, IL, USA) | HALO (Indica Labs, Albuquerque, NM, USA) | [105] |
| CRC | CD3, CD8 | Zeiss Axio Scan.Z1 (Zeiss, Jena, Germany) | HALO (Indica Labs, Albuquerque, NM, USA) | [111] |
| CRC | CD3, CD4, CD8, CD45RO, FOXP3, Granzyme B, CD15, CD20, S100, CD68, IL17, CD57, | microscope (Leica, Wetzlar, Germany) | TMAJ software (Johns Hopkins University, Baltimore, MD, USA) | [112] |
| CRC | FoxP3, CD8, CD66b, CD20, CD68 | Vectra 3 (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [113] |
| CRC | SOX2, CD3, CD8 FoxP3, ALDH1, CD44v6, CD133, Lgr5, PD-L1 | Aperio XT Scanner (Leica Biosystems Inc., Richmond, IL, USA) | Aperio Imagescope (Leica Biosystems Inc., Richmond, IL, USA) | [114] |
| CRC | CD8, CD11c, PD-L1 | Pannoramic MIDI II (3Dhistech, Budapest, Hungary) | StrataQuest (TissueGnostics, Vienna, Austria) | [115] |
| CRC | CD8, CD4, CD20, Foxp3, CD45RO, | Vectra Polaris (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [116] |
| CRC, CRCLM | CD20, CD3, Ki67, CD27 | TissueFAXS PLUS (TissueGnostics, Vienna, Austria) | HistoQuest, TissueQuest (TissueGnostics, Vienna, Austria) | [117] |
| CRC, CRCLM | CD8, Foxp3, CD68, CD31 | ScanScope (Aperio Technologies, Vista, CA, USA) | GENIE (Aperio Technologies, Vista, CA, USA) | [99] |
| CRCLM | CD45, CD20 | TissueFAXS PLUS (TissueGnostics, Vienna, Austria) | HistoQuest, TissueQuest (TissueGnostics, Vienna, Austria) | [118] |
| CRCLM | CD3, CD4, CD8, CD20, CD68 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Visilog 9.0 software (Noesis, Saclay, France) | [119] |
| CRCLM | CD3, CD8, CD45RO, Foxp3, CD20 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Developer XD (Definiens, Munich, Germany) | [120] |
| Gastric cancer | PD-L1, CD8 | digital slide scanner (3Dhistech, Budapest, Hungary); TissueFAXS (TissueGnostics, Vienna, Austria) | QuantCenter (3Dhistech, Budapest, Hungary); TissueQuest (TissueGnostics, Vienna, Austria) | [121] |
| Gastric cancer | CD68, CD163, CD3, MPO, Foxp3. | ScanScope CS (Aperio Technologies, Vista, CA, USA) | ImageScope (Aperio Technologies, Vista, CA, USA) | [122] |
| Gastric cancer | CD3, CD4, CD8, PD-1 | ScanScope CS2 (Aperio Technologies, Vista, CA, USA) | ImageScope (Aperio Technologies, Vista, CA, USA) | [122] |
| Gastric cancer | CD8, FoxP3 | ScanScope XT (Aperio Technologies, Vista, CA, USA) | image analysis system—ScanScope XT (Aperio Technologies, Vista, CA, USA) | [123] |
| Gastric cancer | CD8, Foxp3 | n.s. | Aperio image analysis system (Leica Biosystems Inc., Richmond, IL, USA) | [124] |
| Gastric cancer | CD8, Foxp3, CD3, CD56 | Vectra Multispectral Imaging System version 2 (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [125] |
| Gastric and esophageal cancer | CD3, CD8 | n.s. | HALO (Indica Labs, Albuquerque, NM, USA | [126] |
| Gastric cancer and metastasis | PD-L1 | n.s. | Aperio Imagescope IHC Membrane Image Analysis software (Aperio Technologies, Vista, CA, USA) | [127] |
| HCC | CD3, CD8 | n.s. | ImagePro Plus (Media Cybernetics, Rockville, MD, USA) | [128] |
| HCC | CD3, CD8 | Nikon E600 (Nikon, Tokyo, Japan); | ImageJ software (NIH, Bethesda, MD, USA) | [129] |
| HCC | CD3, CD15, CD20, CD23, CD68, Foxp3, LTß | Ariol SL-50 (Applied Imaging) | Image analysis system (Applied Imaging) | [4] |
| HCC | CD3, CD8, PD-1, TIM3 | Vectra 3 (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [130] |
| HCC | CD3, CD4, CD8, CD20, CD27, CD40, CD38, CD56, CD68, CD138, S100, Granzyme B, Ki67 | Mantra (PerkinElmer, Waltham, MA, USA) | ImagePro Plus (Media Cybernetics, Rockville, MD, USA) | [131] |
| HCC | CD3, CD8, CD45RO, | n.s. | ImagePro Plus (Media Cybernetics, Rockville, MD, USA) | [132] |
| HCC | FoxP3, CD4, CD8, CD34 | Olympus BX51 (Olympus, Tokyo, Japan) | ImagePro Plus (Media Cybernetics, Rockville, MD, USA) | [133] |
| HNSCC | FOXP3, CD8 | n.s. | Visiopharm image analysis software (Visiopharm, Copenhagen, Denmark) | [134] |
| HNSCC | CD3, CD8 | Aperio AT2 scanner (Leica Biosystems Inc., Richmond, IL, USA) | StrataQuest (TissueGnostics, Vienna, Austria) | [135] |
| Melanoma | PD-L1 | Philips Ultra Fast Scanner 300 (Philips, Amsterdam, Netherlands) | HALO (Indica Labs, Albuquerque, NM, USA | [136] |
| Melanoma | CD20 | TissueFAXS (TissueGnostics, Vienna, Austria) | HistoQuest (TissueGnostics, Vienna, Austria) | [137] |
| Melanoma | CD3, CD8, CD68, SOX10, Ki67 | Mantra (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [138] |
| Melanoma | CD19, CD20, CD27, CD38, CD138, CD5, CD8, Foxp3, CD4, CD69, CD103, CD45RO, CXCL13, CD21, CD23, Bcl6 | Vectra Multispectral Imaging System version 2 (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [139] |
| NSCLC | CD8, PD-1 | Philips Ultra Fast Scanner 300 (Philips, Amsterdam, Netherlands) | HALO (Indica Labs, Albuquerque, NM, USA | [140] |
| NSCLC | CD8 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Calopix software (TRIBVN Healthcare, Paris, France) | [141] |
| NSCLC | PD-L1, TIM, CD3, CD4, CD8, CD57, granzyme B, CD45RO, PD-1, FOXP3 | Aperio AT scanner (Leica Biosystems Inc., Richmond, IL, USA) | Aperio GENIE (Leica Biosystems Inc., Richmond, IL, USA) | [142] |
| NSCLC | CD8, CD4, FOXP3, CD163, CCL17, IL-13 | Vectra Automated Quantitative Pathology Imaging System (PerkinElmer, Waltham, MA, USA) | [143] | |
| NSCLC | CD3, CD4, CD8, CD57, granzyme B, CD45RO, PD-1, FOXP3, CD68 | Aperio AT scanner (Leica Biosystems Inc., Richmond, IL, USA) | Aperio GENIE (Leica Biosystems Inc., Richmond, IL, USA) | [144] |
| NSCLC | CD4, CD20, CD8, Foxp3 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Tissue Studio (Definiens, Munich, Germany) | [145] |
| NSCLC | CD68, CD163, PD-L1, | Mantra (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [146] |
| NSCLC | CD8, CD4, Foxp3, CD68 | Vectra Multispectral Imaging System (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [147] |
| NSCLC | CD3, CD8, Foxp3 | ScanScope CS (Aperio Technologies, Vista, CA, USA) | GENIE (Aperio Technologies, Vista, CA, USA) | [148] |
| NSCLC | CD8, PD-L1 | Aperio AT scanner (Leica Biosystems Inc., Richmond, IL, USA) | Developer XD (Definiens, Munich, Germany) | [149] |
| pulmonary squamous cell carcinoma | CD8, PD-1 | ScanScope (Aperio Technologies, Vista CA, USA) | ImageScope (Aperio Technologies, Vista, CA, USA) | [150] |
| pulmonary squamous cell carcinoma | CD20, CD21, CD23, PNAD, DC-LAMP | Vectra 3 (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [151] |
| Oral squamous cell cancer | CD3, CD8, FoxP3, CD163, PD-L1 | Vectra (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [152] |
| Ovarian cancer | CD8, MHC I, FAP ISH | Panoramic 250 (3Dhistech, Budapest, Hungary), | Developer XD (Definiens, Munich, Germany) | [153] |
| Ovarian cancer | CD8 | TissueFAXS (TissueGnostics, Vienna, Austria) | HistoQuest (TissueGnostics, Vienna, Austria) | [154] |
| Ovarian cancer | CD8, CD45RO, CD68 | Panoramic Flash (3Dhistech, Budapest, Hungary) | Tissue Studio (Definiens, Munich, Germany) | [155] |
| Ovarian cancer | CD4, CD8, CD20 | Aperio scanner (Leica Biosystems Inc., Richmond, IL, USA) | ImageScope (Aperio Technologies, Vista, CA, USA) | [156] |
| Ovarian cancer | CD8 | Vectra (PerkinElmer, Waltham, MA, USA) | inForm (PerkinElmer, Waltham, MA, USA) | [157] |
| Ovarian cancer | CD8, CD103 | TissueFAXS (TissueGnostics, Vienna Austria) | Fiji, Image J software (NIH, Bethesda, MD, USA) | [158] |
| Ovarian cancer | CD3, CD4, CD8 | n.s. | CD3 Quantifier (VM Scope, Berlin, Germany) | [159] |
| Pancreatic cancer | CD3, CD8, CD4, Foxp3, CK8 | Vectra Multispectral Imaging System version 2 (PerkinElmer, Waltham, MA, USA) | Nuance Image Analysis software; inForm (PerkinElmer, Waltham, MA, USA) | [160] |
| Pancreatic cancer | DC-LAMP, FoxP3, CD68, CD3, CD8, CD4, CD20 | Panoramic Flash (3Dhistech, Budapest, Hungary) | ImageJ software (NIH, Bethesda, MD, USA) | [161] |
| Pancreatic cancer | CD20, CD8, PD1 | dotSlide (Olympus, Tokyo, Japan) | ad hoc software | [162] |
| Pancreatic cancer | CD8 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | HALO (Indica Labs, Albuquerque, NM, USA | [163] |
| Pancreatic cancer | CD8, PD-L1, CD44, CD133 | TissueFAXS (TissueGnostics, Vienna, Austria) | TissueQuest (TissueGnostics, Vienna, Austria) | [164] |
| Pancreatic cancer | CD3 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Tissue Studio (Definiens, Munich, Germany) | [165] |
| Pancreatic cancer | CD3, CD8, CD20, CD66b | n.s. | ImageJ software (NIH, Bethesda, MD, USA) | [166] |
| Pancreatic cancer | CD3, CD8 | Aperio AT scanner (Leica Biosystems Inc., Richmond, IL, USA) | ImageJ software (NIH, Bethesda, MD, USA) | [167] |
| Prostate cancer | CD3, CD8, CD20, CD56, CD68, Foxp3 | ScanScope XT(Aperio Technologies, Vista, CA, USA) | ImageScope (Aperio Technologies, Vista, CA, USA) | [168] |
| Prostate cancer | CD20 | ScanScope XT (Aperio Technologies, Vista, CA, USA) | ImageScope (Aperio Technologies, Vista, CA, USA) | [169] |
| Prostate cancer | CD3, CD8, Foxp3 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Aperio Digital Pathology software (Leica Biosystems Inc., Richmond IL, USA) | [170] |
| Clear cell renal cell carcinoma | CD8, PD-1, LAG-3, PD-L1, PD-L2 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Calopix software (TRIBVN Healthcare, Paris, France) | [171] |

| Cancer Type | Markers | Scanner/Microscope | Quantification System | References |
|---|---|---|---|---|
| Breast cancer | CD34 | Olympus BX41 (Olympus, Tokyo, Japan) | Cell D software (Olympus, Tokyo, Japan) | [178] |
| Breast cancer | CD34 | NanoZoomer (Hamamatsu Photonics, Hamamatsu City, Japan) | Slidepath Image Analysis system (Leica Biosystems Inc., Richmond, IL, USA) | [179] |
| Breast cancer | CD34 | TissueFAXS (TissueGnostics, Vienna, Austria) | HistoQuest (TissueGnostics, Vienna, Austria) | [180] |
| Breast cancer metastasis | CD31 | Panoramic 250 (3Dhistech, Budapest, Hungary) | Visiopharm image analysis software (Visiopharm, Copenhagen, Denmark) | [181] |
| CRC | CD31 | Mirax slide scanner system (3Dhistech, Budapest, Hungary) | Image J software (NIH, Bethesda, MD, USA) | [182] |
| CRC | CD31 | TissueFAXS (TissueGnostics, Vienna, Austria) | StrataQuest (TissueGnostics, Vienna, Austria) | [183] |
| ESCC | CD31 | TissueFAXS (TissueGnostics, Vienna, Austria) | HistoQuest, TissueQuest (TissueGnostics, Vienna, Austria) | [184] |
| Human tumor | CD31, CD34 | Aperio (Leica Biosystems Inc., Richmond, IL, USA) | Fiji, Image J software (NIH, Bethesda, MD, USA) | [185] |
| Melanoma | CD31 | Aperio CS Scanner (Leica Biosystems Inc., Richmond, IL, USA) | Aperio image analysis system (Leica Biosystems Inc., Richmond, IL, USA) | [186] |
| Pancreatic cancer | CD31 | n.s. | The Ariol™ image analysis system (Genetix, New Milton, England) | [187] |
| Renal cancer | CD34 | Zeiss Axio Scan.Z1 (Zeiss, Jena, Germany) | Developer XD, Tissue Studio (Definiens, Munich, Germany) | [188] |
| Rectal cancer | CD34 | ScanScope CS (Aperio Technologies, Vista, CA, USA) | ImageScope (Aperio Technologies, Vista, CA, USA) | [189] |
| Tongue cancer | PNAd | ScanScope T3 (Aperio Technologies, Vista, CA, USA) | Image J software (NIH, Bethesda, MD, USA) | [190] |
This entry is adapted from the peer-reviewed paper 10.3390/genes12040538